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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Endocrinol.</journal-id>
<journal-title>Frontiers in Endocrinology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Endocrinol.</abbrev-journal-title>
<issn pub-type="epub">1664-2392</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fendo.2025.1654497</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Endocrinology</subject>
<subj-group>
<subject>Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Exploring the genetic alterations of Gorham-Stout disease</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Pagliarosi</surname>
<given-names>Olivia</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/971170/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Pepe</surname>
<given-names>Jessica</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1236992/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Del Fattore</surname>
<given-names>Andrea</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/61625/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Rossi</surname>
<given-names>Michela</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/720435/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Clinical, Internal, Anesthesiology and Cardiovascular Sciences, Sapienza University</institution>, <addr-line>Rome</addr-line>, <country>Italy</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Bone Physiopathology Research Unit, Translational Pediatric and Clinical Genetic Research Division, Bambino Ges&#xf9; Children&#x2019;s Hospital, IRCCS</institution>, <addr-line>Rome</addr-line>, <country>Italy</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1361846/overview">Fabio Vescini</ext-link>, Azienda Sanitaria Universitaria Integrata di Udine, Italy</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1463118/overview">Weiyang Zhong</ext-link>, First Affiliated Hospital of Chongqing Medical University, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3134180/overview">Taccyanna Mikulski Ali</ext-link>, Igenomix Brazil, Brazil</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Andrea Del Fattore, <email xlink:href="mailto:andrea.delfattore@opbg.net">andrea.delfattore@opbg.net</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>19</day>
<month>08</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>16</volume>
<elocation-id>1654497</elocation-id>
<history>
<date date-type="received">
<day>26</day>
<month>06</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>01</day>
<month>08</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Pagliarosi, Pepe, Del Fattore and Rossi.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Pagliarosi, Pepe, Del Fattore and Rossi</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>The &#x201c;vanishing bone disease&#x201d; or Gorham-Stout disease (GSD) is a very rare disorder characterized by massive lymphatic and angiomatous proliferation accompanied by progressive osteolysis, without the deposition of new bone matrix. Because of its rare and complex clinical features, diagnosis is challenging and its etiopathogenesis is not completely known; the genetic basis of GSD has been hypothesized and different mutations have been reported in patients. Our review aims to describe all these genetic alterations found in GSD patients and their association with clinical features. The identification of a specific molecular pathway or genetic alteration in GSD could help in the diagnosis and possibly the treatment of this rare sporadic disease.</p>
</abstract>
<kwd-group>
<kwd>Gorham-Stout disease</kwd>
<kwd>rare disease</kwd>
<kwd>genetic characterization</kwd>
<kwd>genetic variants</kwd>
<kwd>molecular pathways</kwd>
</kwd-group>
<counts>
<fig-count count="1"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="106"/>
<page-count count="10"/>
<word-count count="4257"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Bone Research</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Gorham-Stout disease (GSD), also known as &#x201c;vanishing bone disease&#x201d;, is a very rare disorder, to date not even 400 cases have been described, and is characterized by lymphatic and angiomatous proliferation accompanied by progressive osteolysis. Although a slight predilection for male, the disease does not show a clear sex bias or inheritance pattern and can occur at any age, with the majority of cases occurring in childhood (<xref ref-type="bibr" rid="B1">1</xref>), affecting one or multiple bones of either the axial or the appendicular skeleton; patients initially display a patchy osteoporosis condition, which progressively leads to skeletal deformity, shrinkage and eventual loss of the affected bone (<xref ref-type="bibr" rid="B2">2</xref>, <xref ref-type="bibr" rid="B3">3</xref>). Moreover, both the medullary and cortical regions of affected bones present lymphatic vessels, which are not typically found in normal bones (<xref ref-type="bibr" rid="B4">4</xref>). The main reported symptoms are pain, weakness and impairment of the affected regions; however, some patients develop more severe complications such as chylothorax (<xref ref-type="bibr" rid="B5">5</xref>), which may cause respiratory distress, as well as vertebrae involvement leading to neurological deficits or paraplegia, bone infection and subsequent septic shock, and ultimately death (<xref ref-type="bibr" rid="B2">2</xref>).</p>
<p>GSD is frequently undiagnosed or misdiagnosed and is indeed often classified as a complex lymphatic abnormality (CLA) as some clinical features overlap with CLA diseases, such as generalized lymphatic anomaly (GLA), Kaposiform lymphangiomatosis (<xref ref-type="bibr" rid="B6">6</xref>) and channel-type lymphatic malformations (LM) (<xref ref-type="bibr" rid="B2">2</xref>). GLA is a rare and aggressive disease characterized by diffused lymphatic vessel proliferation with multi-organ involvement (mediastinum, lungs, bone, spleen, and soft tissues), and it primarily affects children and adolescents. Its symptoms include pleural and pericardial effusion, ascites, multiple cystic splenic lesions, gastrointestinal haemorrhage, multiple bone osteolysis (mostly skull and spine), lymphedema, and lymphorrhea (<xref ref-type="bibr" rid="B7">7</xref>) (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). GSD, in contrast, is distinguished by the progressive destruction and erosion of bone, particularly the cortical bone, often leading to its complete absorption with the presence of abnormal intraosseous LM, found also in regions adjacent to osteolytic lesions (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). Hu et&#xa0;al. carried out radiographic evaluations of 67 GSD cases, half of which present the disappearance of portions of bone; the initial stage of this process manifests as radiolucent foci in the intramedullary or subcortical regions (<xref ref-type="bibr" rid="B8">8</xref>). The femur was the most commonly involved site (<xref ref-type="bibr" rid="B8">8</xref>). In the same year, Lala et&#xa0;al. carried out another radiological study on a cohort of 51 patients, of which 19 met the criteria for GSD, and highlighted differences in osteolytic activity between GLA and GSD patients: GLA generally shows lytic areas confined to the medullary cavity, whereas GSD displays progressive osteolysis, with cortical bone loss (<xref ref-type="bibr" rid="B9">9</xref>). They also identified the ribs as the most commonly affected site in both groups, followed by the cranium, clavicle, and cervical spine in GSD, while the thoracic spine, humerus, and femur were most frequent in GLA. Additionally, GSD typically involves fewer bones than GLA (<xref ref-type="bibr" rid="B9">9</xref>) (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). Further investigation is necessary to fully differentiate these two lymphatic disorders.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Differences between GSD and GLA, highlighting symptoms, bone involvement and type of osteolysis.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-16-1654497-g001.tif">
<alt-text content-type="machine-generated">Diagram comparing GSD and GLA. The central skeleton image shows the most affected bones in GSD (left panel) and in GLA (right panel). Left panel describes GSD symptoms, while right panel the GLA ones. Lower pictures illustrate bone differences between diseases compared to healthy bone (middle panel): GSD (left panel) shows medullary and cortical osteolysis, GLA presents medullary osteolysis.</alt-text>
</graphic>
</fig>
<p>Therefore, the diagnosis of GSD remains challenging with no standardized guidelines; it is usually performed by exclusion criteria to rule out neoplastic processes, infections, as well as metabolic and endocrine disorders. Radiographs, bone scan and computed tomography are useful (<xref ref-type="bibr" rid="B10">10</xref>), but diagnosis must be confirmed by histopathological analysis of the bone lesion, which should reveal extensive bone resorption and angiomatous tissue, as well as excessive presence of fibrotic tissue without cellular atypia (<xref ref-type="bibr" rid="B11">11</xref>, <xref ref-type="bibr" rid="B12">12</xref>). Indeed, the osteolytic process is characterized by the absence of increased osteoblast activity along the surfaces of the remaining bone fragments in sections of affected tissues; the disappearing bone is replaced by fibrovascular tissue rather than newly formed woven repair bone (<xref ref-type="bibr" rid="B2">2</xref>). Moreover, GSD osteoblastic cells exhibit ultrastructural alterations suggesting that they have either decreased synthetic activity or are undergoing degeneration (<xref ref-type="bibr" rid="B13">13</xref>). Furthermore, osteocytes within bone tissue close to the lesions have been reported to present enlarged lacuna, possibly related to osteocyte mediated-bone resorption activity (<xref ref-type="bibr" rid="B2">2</xref>, <xref ref-type="bibr" rid="B12">12</xref>).</p>
<p>Due to its rarity and limited case studies, also the etiopathogenesis of GSD remains unclear. It has been proposed that the osteolytic process may result from excessive proliferation of endothelial and lymphatic vessels, accompanied by increased local blood flow, changes in pH or altered mechanical forces that affect bone remodeling (<xref ref-type="bibr" rid="B2">2</xref>). The secretion of cytokines and growth factors such as TNF (Tumor Necrosis Factor)-&#x3b1;, IL (Interleukin)-6 and VEGF (Vascular Endothelial Growth factor)-A/C has also been considered, given their stimulatory effect on lymphangiogenesis and osteoclast activity (<xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B14">14</xref>&#x2013;<xref ref-type="bibr" rid="B16">16</xref>), and their inhibitory effect on osteoblasts, particularly at high concentrations (<xref ref-type="bibr" rid="B2">2</xref>, <xref ref-type="bibr" rid="B17">17</xref>&#x2013;<xref ref-type="bibr" rid="B19">19</xref>). Recent studies have proposed that GSD may involve a primary imbalance in bone remodeling, characterized by increased osteoclast differentiation and resorption (<xref ref-type="bibr" rid="B20">20</xref>), along with an impairment of circulating bone cells (<xref ref-type="bibr" rid="B21">21</xref>). Moreover, immune dysregulation or inflammatory conditions could contribute to exacerbate the syndrome (<xref ref-type="bibr" rid="B22">22</xref>).</p>
<p>Depending on the severity of the disease and the extent of organ involvement, different strategies are used to treat GSD symptoms, including surgery, radiotherapy and drug treatment, which are only partially effective and none are curative, but patients experience relief and improved quality of life after treatment (<xref ref-type="bibr" rid="B1">1</xref>). Bone loss with functional impairment requires surgical procedures which consist of the resection of localized lesions and the reconstruction or stabilization of the bone by using bone grafts and/or prostheses (<xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B23">23</xref>, <xref ref-type="bibr" rid="B24">24</xref>); interventions are also carried out to prevent respiratory insufficiency and reduce or halt the fluid build-up in the pleural cavity (<xref ref-type="bibr" rid="B24">24</xref>). Without surgical intervention, morbidity and mortality rates are very high (<xref ref-type="bibr" rid="B2">2</xref>).</p>
<p>The use of radiotherapy has been described as successful and beneficial in several case reports, with a 75% overall success rate on local lesions with doses in the 30&#x2013;45 Gy range (<xref ref-type="bibr" rid="B25">25</xref>&#x2013;<xref ref-type="bibr" rid="B27">27</xref>). It has also been used to manage chylothorax in a GSD case (<xref ref-type="bibr" rid="B28">28</xref>). However, radiation could provoke serious problems, like secondary malignancy and growth restriction in children and adolescents who receive a high dose treatment (<xref ref-type="bibr" rid="B29">29</xref>).</p>
<p>Bisphosphonates and interferon alpha 2b are commonly prescribed. Bisphosphonates have been successfully used for the treatment of GSD patients for their anti-osteoclastic activity (<xref ref-type="bibr" rid="B30">30</xref>, <xref ref-type="bibr" rid="B31">31</xref>). Hammer et&#xa0;al. reported a stabilization of the clinical and radiological picture in a patient treated with pamidronate every 3 months (<xref ref-type="bibr" rid="B31">31</xref>). In 2014, Liu et&#xa0;al. evaluated different bisphosphonate treatments (either zoledronic acid or pamidronate) with or without radiotherapy (40 Gy) on GSD patients, all of which stabilized disease progression as well as inhibited the enlargement of the osteolytic scope and increased bone mineral density (<xref ref-type="bibr" rid="B30">30</xref>). The authors also reviewed GSD bisphosphonate treatment investigations in literature, finding that the most commonly used was zoledronic acid, followed by alendronate, which often led to disease arrest (<xref ref-type="bibr" rid="B30">30</xref>). However, the use of anti-resorption drugs like bisphosphonates is often associated with side-effects, including atrial fibrillation, osteonecrosis of the jaw (<xref ref-type="bibr" rid="B1">1</xref>) and &#x201c;frozen bone&#x201d;, characterized by over-suppression of bone turnover (<xref ref-type="bibr" rid="B32">32</xref>). Interferon alpha 2b, an immunomodulatory and anti-angiogenic compound, has been used to stabilize GSD and can also be used in combination with bisphosphonates or after surgery (<xref ref-type="bibr" rid="B33">33</xref>&#x2013;<xref ref-type="bibr" rid="B36">36</xref>). Other pharmaceuticals administered for clinical relief are the anti-angiogenic VEGF-neutralizing antibody Bevacizumab (<xref ref-type="bibr" rid="B37">37</xref>), propranolol (<xref ref-type="bibr" rid="B38">38</xref>), low molecular weight heparin (<xref ref-type="bibr" rid="B39">39</xref>), steroids, and vitamin D (<xref ref-type="bibr" rid="B2">2</xref>).</p>
<p>More recently, the repurposing of oncogenic treatments, such as Sirolimus or Alectinib, has become more frequent and will be further described in this review.</p>
<p>Over the past few years, the genetic basis of GSD has been largely hypothesized in case reports, although no definitive evidence has yet been established. The identification of specific germline mutations or somatic mosaicism in GSD could significantly aid in the diagnosis and possibly the treatment of this rare condition. This review aims to summarize all the reports investigating genetic alterations in GSD patients and explore their potential contribution to disease development, paving the way for the discovery of new therapeutic targets.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>Genetic studies</title>
<p>In 2013, the first work suggesting that GLA and GSD patients could carry abnormal genomic copy number was presented at the first International Conference on Generalized Lymphatic Anomaly and Gorham-Stout Syndrome (<xref ref-type="bibr" rid="B11">11</xref>). Although no updates or reports have been released on that study, other genetic studies have emerged (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Summary of the genetic variants identified in GSD patients.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Refs</th>
<th valign="middle" align="center">Gene and role of <break/>the protein</th>
<th valign="middle" align="center">HGVS DNA</th>
<th valign="middle" align="center">HGVS Protein</th>
<th valign="middle" align="center">GSD patient<break/>clinical features</th>
<th valign="middle" align="center">
<italic>In silico</italic> <break/>prediction</th>
<th valign="middle" align="center">Associated diseases</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B42">42</xref>)</td>
<td valign="middle" align="center">
<italic>PTEN</italic>
</td>
<td valign="middle" align="center">c.517C&gt;T</td>
<td valign="middle" align="center">p.Arg173Cys</td>
<td valign="middle" align="center">Absence of VIIIth and IXth rib on the right side<break/>Extensive pleural fluid<break/>Osteolytic lesions of humerus, femur, and tibia</td>
<td valign="middle" align="center">Pathogenic</td>
<td valign="middle" align="center">Macrocephaly-autism syndrome,<break/>Cowden syndrome 1,<break/>PTEN hamartoma tumor syndrome,<break/>Malignant lymphoma, large B-cell, diffuse</td>
</tr>
<tr>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B62">62</xref>)</td>
<td valign="middle" align="center">
<italic>EML4::ALK</italic>
</td>
<td valign="middle" align="center">intron 19 in <italic>ALK</italic>
<break/>intron 2 in <italic>EML4</italic>
</td>
<td valign="middle" align="center">n/a</td>
<td valign="middle" align="center">Diffuse lytic changes and extensive lymphatic malformation throughout the lumbar spine and pelvis</td>
<td valign="middle" align="center">Constitutively active chimeric protein</td>
<td valign="middle" align="center">n/a</td>
</tr>
<tr>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B71">71</xref>)</td>
<td valign="middle" align="center">
<italic>GATA2</italic>
</td>
<td valign="middle" align="center">c.379C&gt;A</td>
<td valign="middle" align="center">p.His127Asn</td>
<td valign="middle" align="center">Cardiac tamponade<break/>Lytic lesions in the cervical and thoracic vertebrae<break/>Fracture of T4 vertebra</td>
<td valign="middle" align="center">Uncertain significance</td>
<td valign="middle" align="center">n/a</td>
</tr>
<tr>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B77">77</xref>)<break/>(<xref ref-type="bibr" rid="B87">87</xref>)</td>
<td valign="middle" align="center">
<italic>KRAS</italic>
</td>
<td valign="top" align="center">c.182A&gt;G<break/>
<break/>c.35G&gt;T</td>
<td valign="top" align="center">p.Gln61Arg<break/>
<break/>p.Gly12Val</td>
<td valign="top" align="center">Osteolysis of the right maxilla and of skull base<break/>
<break/>Lytic lesions of right clavicle, humerus, radius, cubitus, right femur, tibia and the D10 vertebra</td>
<td valign="top" align="center">
<italic>Gain</italic>-<italic>of</italic>-<italic>function</italic>
<break/>
<break/>
<italic>Gain</italic>-<italic>of</italic>-<italic>function</italic>
</td>
<td valign="middle" align="center">n/a<break/>
<break/>Non-small cell lung carcinoma<break/>RASopathy<break/>Chronic myelogenous leukemia, BCR-ABL1+</td>
</tr>
<tr>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B89">89</xref>)</td>
<td valign="middle" align="center">
<italic>GSDMD</italic>
</td>
<td valign="middle" align="center">c.823G&gt;C</td>
<td valign="middle" align="center">p.Asp275His</td>
<td valign="middle" align="center">Osteolysis of the distal phalanx of left thumb and fourth, second and third digits</td>
<td valign="middle" align="center">Missense</td>
<td valign="middle" align="center">n/a</td>
</tr>
<tr>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B97">97</xref>)</td>
<td valign="middle" align="center">
<italic>TNFRSF11A</italic>
</td>
<td valign="middle" align="center">c.1070C&#x2009;&gt;&#x2009;T</td>
<td valign="middle" align="center">p.Thr357Ile</td>
<td valign="middle" align="center">Osteolysis of left scapula and the 7th&#x2013;9th left ribs and pleural effusion</td>
<td valign="middle" align="center">Benign</td>
<td valign="middle" align="center">n/a</td>
</tr>
<tr>
<td valign="middle" rowspan="4" align="center">(<xref ref-type="bibr" rid="B96">96</xref>)</td>
<td valign="middle" align="center">
<italic>TNFRSF10A</italic>
</td>
<td valign="middle" align="center">n/a</td>
<td valign="middle" align="center">n/a</td>
<td valign="middle" rowspan="4" align="center">Osteolysis of the left humerus associated with vascular proliferation</td>
<td valign="middle" align="center">n/a</td>
<td valign="middle" rowspan="4" align="center">n/a</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>PIK3AP1</italic>
</td>
<td valign="middle" align="center">c.1139A&gt;T</td>
<td valign="middle" align="center">p.Glu380Val</td>
<td valign="middle" align="center">Deleterious</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>ATG101::SLC4A8</italic>
</td>
<td valign="middle" align="center">intron 3 in <italic>ATG101</italic>
<break/>intron 1 in <italic>SLC4A8</italic>
</td>
<td valign="middle" align="center">n/a</td>
<td valign="middle" align="center">n/a</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>SGCD::DNAH11</italic>
</td>
<td valign="middle" align="center">n/a</td>
<td valign="middle" align="center">n/a</td>
<td valign="middle" align="center">n/a</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>n/a, not available.</p>
</fn>
<fn>
<p>
<italic>In silico</italic> prediction analysis and associated diseases identified by Mutation tester (genecascade.org/mutationtester2025).</p>
</fn>
</table-wrap-foot>
</table-wrap>
<sec id="s2_1">
<label>2.1</label>
<title>PTEN</title>
<p>In 2012, Hopman et&#xa0;al. described a patient exhibiting absence of the 8th and 9th ribs on the right side, extensive pleural fluid, as well as osteolytic lesions in the humerus, femur and tibia. Additionally, he presented a vascular tumor affecting part of the right axilla and flank (<xref ref-type="bibr" rid="B42">42</xref>). Diagnosed with GSD and PTEN hamartoma tumor syndrome, the patient underwent genetic analysis which identified two variants in lymphocyte&#x2013;derived DNA: a germline heterozygous mutation c.517C&gt;T (p.Arg173Cys) of the PTEN (Phosphatase And Tensin Homolog) gene and a polymorphism c.649-26G&gt;T in the TSC2 (TSC Complex Subunit 2) gene. Moreover, the analysis of DNA from the affected tissue revealed also the heterozygous variant c.2180C&gt;T (p.Ala727Val) in the FLT4 (Fms Related Receptor Tyrosine Kinase 4, also known as VEGFR3) gene (<xref ref-type="bibr" rid="B42">42</xref>).</p>
<p>The TSC2 polymorphism was deemed non-pathogenic, while the PTEN mutation has been already described in patients with hamartoma (<xref ref-type="bibr" rid="B43">43</xref>). PTEN mutations have also been implicated in atypical endometrial hyperplasia, endometrial carcinoma (<xref ref-type="bibr" rid="B44">44</xref>), and glioblastoma (<xref ref-type="bibr" rid="B45">45</xref>, <xref ref-type="bibr" rid="B46">46</xref>), bone metastases (<xref ref-type="bibr" rid="B47">47</xref>), multiple myeloma (<xref ref-type="bibr" rid="B48">48</xref>, <xref ref-type="bibr" rid="B49">49</xref>), osteosarcoma (<xref ref-type="bibr" rid="B50">50</xref>&#x2013;<xref ref-type="bibr" rid="B52">52</xref>), and other bone malignancies (<xref ref-type="bibr" rid="B53">53</xref>).</p>
<p>
<italic>PTEN</italic> encodes a dual-specificity phosphatase protein that negatively regulates the PI3K/Akt/mTOR and MAPK (mitogen-activated protein kinase) signaling pathways. Stambolic et&#xa0;al. observed that Pten-deficient murine fibroblasts exhibited decreased sensitivity to cell death, as well as elevated protein kinase B or Akt (PKB/Akt) activity and phosphorylation (<xref ref-type="bibr" rid="B54">54</xref>), which promotes survival and oncogenesis (<xref ref-type="bibr" rid="B55">55</xref>). As a tumor suppressor, PTEN reduces intracellular phosphatidylinositol 3,4,5-trisphosphate levels, thereby inhibiting the PI3K/PKB/Akt axis (<xref ref-type="bibr" rid="B53">53</xref>, <xref ref-type="bibr" rid="B54">54</xref>). Somatic changes in the PI3K/AKT/mTOR pathway have been observed in LM (<xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B56">56</xref>). PTEN is further implicated in the regulation of osteoclast differentiation, survival and migration, as well as angiogenesis and lymphangiogenesis (<xref ref-type="bibr" rid="B57">57</xref>). The involvement of the phosphoinositide 3-kinase (PI3K) pathway in GSD is also supported by Rossi et&#xa0;al., who performed a transcriptomic analysis on mature osteoclasts differentiated from peripheral blood mononuclear cells of GSD patients, revealing an enrichment of this pathway (<xref ref-type="bibr" rid="B20">20</xref>). To define the role of PTEN in bone homeostasis and bone strength, Lorenz et&#xa0;al. generated a mouse model of Pten conditional Knock-out (Pten-cKO) in pre-osteoblasts and investigated osteoprogenitor cells; bone marrow stem cells isolated from Pten-cKO animals showed enhanced proliferation and osteogenic differentiation, resulting in increased trabecular bone volume and mechanical strength (<xref ref-type="bibr" rid="B58">58</xref>).</p>
<p>The mammalian target of rapamycin (mTOR) is a downstream kinase involved in the PI3K/Akt pathway, involved in metabolism, angiogenesis, cell motility and growth; its dysregulation has been documented in LM (<xref ref-type="bibr" rid="B59">59</xref>). Hence, the use of Sirolimus, an inhibitor of mTOR, has been tested on multiple vascular anomalies (<xref ref-type="bibr" rid="B60">60</xref>, <xref ref-type="bibr" rid="B61">61</xref>) and on a cohort of 5 patients with GSD (<xref ref-type="bibr" rid="B41">41</xref>), demonstrating to be efficacious and well tolerated in these studies.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>EML::ALK fusion</title>
<p>A recent paper reported a GSD patient with extensive LM in the lumbar spine and sacrum, with chronic cerebrospinal fluid leak and severe headaches. The patient underwent various unsuccessful treatments (<xref ref-type="bibr" rid="B62">62</xref>). Genetic testing using an oncology-focused next-generation sequencing panel on patient&#x2019;s bone biopsy revealed an EML4::ALK (echinoderm microtubule-associated protein-like 4-anaplastic lymphoma kinase) fusion (<xref ref-type="bibr" rid="B62">62</xref>).</p>
<p>There are several types of EML4::ALK fusions, all containing the intracellular tyrosine kinase domain of ALK but differing in the truncation sites of EML4 (<xref ref-type="bibr" rid="B63">63</xref>). <italic>In vitro</italic> studies using NIH/3T3 mouse fibroblastic cells expressing different EML4::ALK variants demonstrated that these variants mainly activate the MAPK/ERK and STAT3 signaling pathways, promoting cell proliferation, survival, and invasion (<xref ref-type="bibr" rid="B63">63</xref>). The MAPK/ERK signaling pathway is associated with cell proliferation, and the mTOR and STAT3 pathways are associated with cell survival and apoptosis. The EML4::ALK fusion protein upregulates MAPK signaling and activates ERK; moreover, increased expression of STAT3 promotes the activation of mTOR thus inhibiting apoptosis of tumoral cells. Studies indicate that some regions of the EML4 gene induce tumorigenesis, in particular the HELP domain is necessary for the specific activation of RAS, which promotes the upregulation of RAS and the phosphorylation of ERK, inducing cell proliferation (<xref ref-type="bibr" rid="B64">64</xref>). These variants have been widely reported in tumors, particularly as the primary pathogenic driver in non-small cell lung cancer (<xref ref-type="bibr" rid="B65">65</xref>, <xref ref-type="bibr" rid="B66">66</xref>), and have also been identified in a patient affected with GLA (<xref ref-type="bibr" rid="B62">62</xref>).</p>
<p>Anaplastic lymphoma kinase (ALK) is a tyrosine kinase receptor that plays a key role during development and is largely not expressed in most adult tissues; indeed, ALK becomes constitutively active when fused with EML4, driving oncogenic signaling; these fusion proteins are validated targets of tyrosine kinase inhibitors such as crizotinib, alectinib or lorlatinib (<xref ref-type="bibr" rid="B67">67</xref>&#x2013;<xref ref-type="bibr" rid="B70">70</xref>). The aforementioned GSD patient was treated with alectinib, resulting in reduced swelling and pain, as well as decreased soft tissue edema in the LM (<xref ref-type="bibr" rid="B40">40</xref>).</p>
<p>An in-depth investigation into the influence of the chimeric mutation in GSD bone phenotype is still necessary, as well as the analysis of the effects of ALK inhibitors in the progression of the bone disease.</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>GATA2</title>
<p>In a very short case report, Oguz and colleagues investigated the genomic signature of a pediatric female diagnosed with GSD and presenting cardiac tamponade, who was successfully treated with Sirolimus (<xref ref-type="bibr" rid="B71">71</xref>). Genetic analysis was performed using a vascular anomaly panel which includes the NRAS, KRAS, FOXC2, FLT4, GJC2, VEGFC, PIEZO1 and GATA2 genes and heterozygous splicing mutation c.379C&gt;A (p.His127Asn) in the GATA2 (Endothelial Transcription Factor GATA2) gene was detected (<xref ref-type="bibr" rid="B71">71</xref>).</p>
<p>GATA2 is a key factor in the generation and maintenance of hematopoietic stem and multipotent progenitor cells, and is involved in hematopoietic diseases, infections and cancer. Its altered expression is associated with immunodeficiency (so-called GATA2 deficiency) and acute myeloid leukemia (<xref ref-type="bibr" rid="B72">72</xref>). In hematopoietic stem progenitor cells, GATA2 activates the expression of diverse genes, including those encoding c-Kit receptor tyrosine kinase, erythroid and the megakaryocytic differentiation inducer GATA1 (<xref ref-type="bibr" rid="B72">72</xref>). Moreover, it is crucial for lymphatic vessel development (<xref ref-type="bibr" rid="B73">73</xref>) as demonstrated in Gata2 heterozygous deficient mice, which display delayed lymphatic recanalization after resection (<xref ref-type="bibr" rid="B74">74</xref>, <xref ref-type="bibr" rid="B75">75</xref>). Furthermore, GATA2 modulates the expression of microRNA-126, regulator of lymphatic vessel development (<xref ref-type="bibr" rid="B73">73</xref>).</p>
<p>Tolkachov et&#xa0;al. analyzed the deletion of GATA2 in mesenchymal stem cells, revealing increased osteogenic differentiation and bone formation (<xref ref-type="bibr" rid="B76">76</xref>). Loss of GATA2 also reduced osteoprotegerin expression, enhancing osteoclastogenesis. <italic>In vivo</italic>, this resulted in enhanced bone formation accompanied by impaired trabecular bone and mechanical strength, confirming a role of GATA2 in bone turnover (<xref ref-type="bibr" rid="B76">76</xref>).</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>KRAS</title>
<p>So far, the most representative genetic study was performed by Nozawa and colleagues who analyzed a cohort of 6 GSD patients. Targeted sequencing analysis of cancer-related genes revealed the somatic KRAS c.182A&gt;G (p.Gln61Arg) variant in frozen affected tissue of one patient (<xref ref-type="bibr" rid="B77">77</xref>). This gain-of-function mutation is well-documented in various human cancers (<xref ref-type="bibr" rid="B78">78</xref>) and congenital syndromes known as RASopathies (<xref ref-type="bibr" rid="B79">79</xref>). The mutation significantly promotes cell growth through the activation of the MAPK and PI3K/AKT signaling pathways (<xref ref-type="bibr" rid="B80">80</xref>). Indeed, the KRAS gene encodes K-Ras, a small GTPase that acts as an oncogenic molecular switch, regulating cell proliferation and survival (<xref ref-type="bibr" rid="B78">78</xref>, <xref ref-type="bibr" rid="B81">81</xref>, <xref ref-type="bibr" rid="B82">82</xref>). KRAS mutations in CLA patients impair GTP hydrolysis, resulting in hyperactive downstream signaling (<xref ref-type="bibr" rid="B78">78</xref>). Cells with oncogenic KRAS variants have an impact on the production of angiogenic and osteoclastogenic cytokines, including VEGF (<xref ref-type="bibr" rid="B83">83</xref>) and IL-6 (<xref ref-type="bibr" rid="B84">84</xref>). In addition, KRAS-mutant cancer cells modulate the inflammatory response, recruiting and activating immune cells, promoting pro-tumorigenic properties and cell evasion from immunosurveillance; moreover, these cells secrete molecules that promote the recruitment of activated macrophages, which also promote angiogenesis and osteoclastogenesis, contributing to the secretion of VEGF, IL-6 and TNF-&#x3b1; (<xref ref-type="bibr" rid="B85">85</xref>, <xref ref-type="bibr" rid="B86">86</xref>). Indeed, Nozawa et&#xa0;al. suggested that macrophages harboring the variant may contribute to the production of large amounts of angiogenic and osteoclastogenic molecules (<xref ref-type="bibr" rid="B77">77</xref>).</p>
<p>In 2021, Homayun-Sepehr et&#xa0;al. identified another activating somatic mutation (c.35G&gt;T, p.Gly12Val) of KRAS in the blood and affected tissue of a GSD patient using a comprehensive cancer panel containing 408 cancer-related genes (<xref ref-type="bibr" rid="B87">87</xref>). The mutation p.G12V was previously reported in a patient with malignant giant cell tumor of bone, a rare aggressive sarcoma characterized by the presence of multinucleated giant cells and poor clinical course (<xref ref-type="bibr" rid="B88">88</xref>). To assess the impact of the hyperactive KRAS variant in the lymphatic system, a genetically engineered mouse model that conditionally expressed the hyperactive form of Kras (p.Gly12Asp) in Lymphatic Endothelial Cells (LEC) was generated. The authors reported growth of lymphatic vessels in bone, impairment in lymphatic valve formation, and the development of chylothorax, resembling the vascular features presented by GSD patients (<xref ref-type="bibr" rid="B87">87</xref>). Moreover, a gene ontology analysis of the modulated genes identified in LEC derived from the hyperactive-KRAS mouse model showed increased expression of genes involved in angio/lymphangiogenesis, cell proliferation and migration, and metallopeptidase activity. The role of KRAS mutations in GSD bone still needs to be investigated.</p>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>Gasdermin D</title>
<p>More recently, Uehara et&#xa0;al. identified the biallelic missense variant c.823G&gt;C (p.Asp275His) of the GSDMD (Gasdermin D) gene in a GSD patient with osteolysis of the distal phalanx of the left 4th, right 2nd, and 3rd digits, without lymphangiomatous proliferation observed in bone biopsy (<xref ref-type="bibr" rid="B89">89</xref>). As the variant is located at the exon-intron splice junction of exon 7, the authors hypothesized that the splicing process could be altered, but no alterations of GSDMD expression were found in a lymphoblastoid cell line derived from the patient&#x2019;s PBMC (<xref ref-type="bibr" rid="B89">89</xref>).</p>
<p>GSDMD is a key regulator of pyroptosis, a type of programmed inflammatory cell death triggered by invasive infection and danger signals. Gasdermins mediate pore formation in the plasma membrane, leading to the loss of cell membrane integrity and leakage of cell cytosolic contents, inducing inflammation (<xref ref-type="bibr" rid="B90">90</xref>); GSDMD is transcriptionally regulated by NF-&#x3ba;B and the interferon regulatory factor 2 (<xref ref-type="bibr" rid="B91">91</xref>), and its activity is mediated by caspases and the NLRP3 inflammasome, already implied in osteoporosis (<xref ref-type="bibr" rid="B92">92</xref>, <xref ref-type="bibr" rid="B93">93</xref>). Upon activation, caspases cleave GSDMD to generate an N-terminal cleavage product that triggers pyroptosis and the release of inflammatory cytokines such as IL-1&#x3b2; (<xref ref-type="bibr" rid="B94">94</xref>, <xref ref-type="bibr" rid="B95">95</xref>).</p>
<p>Indeed, the connective tissue surrounding the bone of the aforementioned GSD patient had mild inflammatory cell infiltration, mainly characterized by macrophages. Moreover, investigation of GSDMD cleavage in monocytes of the GSD patient did not reveal the fragments generated with protein activation (<xref ref-type="bibr" rid="B89">89</xref>).</p>
<p>GSDMD has already been recognized as a critical player in bone metabolism by preventing bone loss. Indeed, an up-regulation of Gsdmd expression was detected during osteoclast differentiation of the murine macrophage RAW264.7 cell line and mouse bone marrow cells (<xref ref-type="bibr" rid="B89">89</xref>). In the late stage of osteoclast lineage commitment, Li et&#xa0;al. observed that the cleavage of Gsdmd also yielded a non-pyroptotic 20-kDa fragment that inhibits excessive osteoclastic resorption and bone loss by restricting the maturation and secretion of lysosomes (<xref ref-type="bibr" rid="B91">91</xref>). In fact, Gsdmd-deficient osteoclasts displayed enhanced lysosomal number, size, density and activity, and increased bone resorption activity <italic>in vitro</italic>. The Gsdmd-KO mice displayed an osteoporotic phenotype, with reduced trabecular bone and number, enhanced eroded surface and increased levels of serum bone resorption marker CTX-I (Carboxy-terminal type I collagen) compared to wild-type mice. Osteoblast parameters were minimally affected, indicating that the phenotype was not a result of impaired bone formation. In fact, gene expression analysis further confirmed that the most significant alterations occurred in osteoclasts rather than osteoblasts (<xref ref-type="bibr" rid="B91">91</xref>).</p>
</sec>
<sec id="s2_6">
<label>2.6</label>
<title>Multi-omics analysis</title>
<p>Yebenes Mayordomo et&#xa0;al. recently carried out a multi-omic analysis of data from whole-genome and RNA sequencing of the affected tissue and the surrounding normal tissue in a 45-year-old Gorham-Stout patient (<xref ref-type="bibr" rid="B96">96</xref>). A total of 643 mutations were identified across 233 genes, with a high frequency of insertions and deletions; among the most frequently mutated genes, TNFRSF10A, a tumor necrosis factor receptor involved in the mediation of apoptosis and the activation of NF-&#x3ba;B pathway, was identified (<xref ref-type="bibr" rid="B96">96</xref>). It belongs to the same receptor family as TNFRSF11A, found mutated (c.1070C&#x2009;&gt;&#x2009;T, p.Thr357Ile) in a patient with GSD presenting osteolysis of the left scapula and the 7th&#x2013;9th left ribs (<xref ref-type="bibr" rid="B97">97</xref>). Although the effect of this variant remains to be functionally characterized, it is well established that TNFRSF11A plays a key role in osteoclast differentiation and activity, and alterations in this gene have been associated with osteolytic diseases (<xref ref-type="bibr" rid="B98">98</xref>, <xref ref-type="bibr" rid="B99">99</xref>). Additionally, Yebenes Mayordomo et&#xa0;al. identified a missense mutation (c.1139A&gt;T) in the PIK3AP1 (Phosphoinositide-3-Kinase Adaptor Protein 1) gene (<xref ref-type="bibr" rid="B96">96</xref>), involved in the PTEN/PI3K/AKT signaling pathway and known for its role in regulating inflammation and the innate immune response.</p>
<p>The in-depth analysis discovered the presence of a substantial number of interchromosomal mutations, in particular chromosome translocations, suggesting that gene fusion variants could be frequent in GSD (<xref ref-type="bibr" rid="B96">96</xref>). The authors noted a gene variant found in chromosome 12 consisting of the fusion of ATG101 (Autophagy Related 101), involved in macroautophagy (<xref ref-type="bibr" rid="B100">100</xref>, <xref ref-type="bibr" rid="B101">101</xref>), and SLC4A8 (Solute Carrier family 4 member 8), which could possibly affect the macrophage signaling pathway (<xref ref-type="bibr" rid="B96">96</xref>). Another gene fusion involved the SGCD (Sarcoglycan Delta) and DNAH11 (Dynein Axonemal Heavy Chain 11) genes (<xref ref-type="bibr" rid="B96">96</xref>); SGCD is associated with muscular dystrophy (<xref ref-type="bibr" rid="B102">102</xref>, <xref ref-type="bibr" rid="B103">103</xref>), which could determine vascular malformations (<xref ref-type="bibr" rid="B104">104</xref>). These fusion variants still need to be fully described.</p>
<p>A high proportion of genes were either up- or down-regulated and the expression of gene families like VEGF or NOTCH drastically increased in GSD affected tissue compared to normal tissue (<xref ref-type="bibr" rid="B96">96</xref>). The expression of PI3K, as well as AKT and mTOR, was detected to be considerably decreased, while PTEN was increased (<xref ref-type="bibr" rid="B96">96</xref>), suggesting an altered stimulation of endothelial cell growth and angiogenesis through VEGFA and VEGFB and the VEGFR1-PI3K-AKT signaling pathway (<xref ref-type="bibr" rid="B105">105</xref>, <xref ref-type="bibr" rid="B106">106</xref>).</p>
</sec>
</sec>
<sec id="s3" sec-type="conclusions">
<label>3</label>
<title>Conclusions</title>
<p>Gorham-Stout disease is still an enigma. To date, only a few research studies have investigated the genetic alterations in a limited number of patients, employing heterogeneous methods and analyzing various types of tissues.</p>
<p>Many studies reported mutations that affect the PI3K/AKT signaling cascade as well as the MAPK pathway, with several collateral effects on macrophages, which impact osteoclastogenesis and bone turnover; moreover, for some of these pathways, drug treatment is still available (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). A comprehensive analysis of these molecular mechanisms, combined with detailed phenotyping of bone involvement in a larger cohort of patients is essential to achieve a more complete understanding of GSD. Such insights are crucial to improve diagnosis and identify new therapeutic targets for this rare and debilitating syndrome.</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Pathways involved with the mutations identified in GSD patients and related available treatments.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Gene</th>
<th valign="middle" align="center">Pathways involved</th>
<th valign="middle" align="center">Available drugs</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center">
<italic>PTEN</italic>
</td>
<td valign="middle" align="center">Antagonist of the PI3K/Akt/mTOR and MAPK pathways</td>
<td valign="middle" align="center">Sirolimus (inhibitor of mTOR)</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>EML4::ALK</italic>
</td>
<td valign="middle" align="center">Activates the Ras/MAPK/ERK and STAT3/mTOR signaling pathways</td>
<td valign="middle" align="center">Alectinib (tyrosine kinase inhibitor)</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>GATA2</italic>
</td>
<td valign="middle" align="center">Maintains hematopoietic stem and multipotent progenitor cells</td>
<td valign="middle" align="center">n/a</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>KRAS</italic>
</td>
<td valign="middle" align="center">Activates the MAPK and the PI3K/AKT signaling pathways</td>
<td valign="middle" align="center">n/a</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>GSDMD</italic>
</td>
<td valign="middle" align="center">Mediates pyroptosis and the release of inflammatory cytokines</td>
<td valign="middle" align="center">n/a</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>TNFRSF11A</italic>
</td>
<td valign="middle" align="center">Activates of NF-&#x3ba;B and MAPK8/JNK pathways</td>
<td valign="middle" align="center">n/a</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>TNFRSF10A</italic>
</td>
<td valign="middle" align="center">Mediates apoptosis and the activation of NF-&#x3ba;B</td>
<td valign="middle" align="center">n/a</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>PIK3AP1</italic>
</td>
<td valign="middle" align="center">Activates the PI3K/Akt/mTOR</td>
<td valign="middle" align="center">n/a</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>ATG101::SLC4A8</italic>
</td>
<td valign="middle" align="center">n/a</td>
<td valign="middle" align="center">n/a</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>SGCD::DNAH11</italic>
</td>
<td valign="middle" align="center">n/a</td>
<td valign="middle" align="center">n/a</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</body>
<back>
<sec id="s4" sec-type="author-contributions">
<title>Author contributions</title>
<p>OP: Writing &#x2013; original draft. JP: Writing &#x2013; original draft. AD: Funding acquisition, Writing &#x2013; review &amp; editing, Writing &#x2013; original draft. MR: Funding acquisition, Writing &#x2013; original draft.</p>
</sec>
<sec id="s5" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research and/or publication of this article. This study was supported by grants from the Italian Ministry of Health with &#x201c;Current Research funds&#x201d; to A.D.F. and M.R.; M.R. was supported by Fondazione Umberto Veronesi.</p>
</sec>
<sec id="s6" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
<p>The author(s) declared that they were an editorial board member of Frontiers, at the time of submission. This had no impact on the peer review process and the final decision.</p>
<p>The handling editor FV declared a past co-authorship with the author JP.</p>
</sec>
<sec id="s7" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec id="s8" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors&#xa0;and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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